Title :
Stability for Discrete Hopfield Neural Networks with Delay
Author :
Gao, H.S. ; Zhang, J. ; Qin, W.Y.
Author_Institution :
Dept. of Eng. Mech., Northwestern Polytech. Univ., Xi´´an
Abstract :
Discrete Hopfield neural network with delay is an extension of discrete Hopfield neural network. The dynamic behavior of discrete Hopfield neural networks with delay is mainly studied by using the method of defining energy function. The conditions for the networks with delay converging towards a limit cycle with length at most 2 and the conditions for the networks with delay converging towards a limit cycle with length 4 are respectively given. The obtained results here extend the existing results on stability of discrete Hopfield neural network with delay and without delay.
Keywords :
Hopfield neural nets; delays; stability; discrete Hopfield neural networks; dynamic behavior; energy function; Associative memory; Computer networks; Equations; Hopfield neural networks; Intelligent networks; Limit-cycles; Neural networks; Neurons; Pattern recognition; Stability;
Conference_Titel :
Natural Computation, 2008. ICNC '08. Fourth International Conference on
Conference_Location :
Jinan
Print_ISBN :
978-0-7695-3304-9
DOI :
10.1109/ICNC.2008.303